Period
to

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Manchester. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 25 May 2022 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Manchester
6 months to
25 May 2022
Same period 2021 Same period 2020
Rank 179 162 141
Rank change year-on-year -17 -21 +38
Permanent jobs citing Data Structures 66 44 58
As % of all permanent jobs advertised in Manchester 1.16% 1.12% 1.44%
As % of the Miscellaneous category 2.60% 3.24% 4.18%
Number of salaries quoted 25 26 50
10th Percentile - £43,750 £42,500
25th Percentile £37,500 £47,500 £46,563
Median annual salary (50th Percentile) £55,000 £60,000 £50,000
Median % change year-on-year -8.33% +20.00% -18.37%
75th Percentile £67,500 £64,375 £60,000
90th Percentile £78,500 £67,500 £65,000
North West median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% -20.00%

Data Structures is in the General and Transferable Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for generic IT skills.

All Generic Skills
Manchester
Permanent vacancies with a requirement for generic IT skills 2,537 1,357 1,389
As % of all permanent IT jobs advertised in Manchester 44.59% 34.42% 34.44%
Number of salaries quoted 1,496 1,079 1,104
10th Percentile £32,097 £31,250 £30,000
25th Percentile £40,000 £39,750 £38,750
Median annual salary (50th Percentile) £53,732 £51,500 £50,000
Median % change year-on-year +4.33% +3.00% +5.26%
75th Percentile £72,500 £65,000 £61,250
90th Percentile £85,000 £77,500 £71,250
North West median annual salary £52,500 £50,000 £48,000
% change year-on-year +5.00% +4.17% +6.67%

Data Structures
Job Vacancy Trend in Manchester

Job postings citing Data Structures as a proportion of all IT jobs advertised in Manchester.

Job vacancy trend for Data Structures in Manchester

Data Structures
Salary Trend in Manchester

3-month moving average salary quoted in jobs citing Data Structures in Manchester.

Salary trend for Data Structures in Manchester

Data Structures
Salary Histogram in Manchester

Salary distribution for jobs citing Data Structures in Manchester over the 6 months to 25 May 2022.

Salary histogram for Data Structures in Manchester

Data Structures
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Manchester region over the 6 months to 25 May 2022. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
Sale - 5 - -
Stockport -2 4 - -
Cheadle - 4 - -
Bolton - 3 - -
Rochdale - 2 - -
Wigan -2 1 £35,500 -11.25%
Altrincham - 1 £80,000 -
Oldham - 1 - -
Data Structures
North West

For the 6 months to 25 May 2022, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Manchester region with a requirement for Data Structures.

1 33 (50.00%) JavaScript
2 32 (48.48%) Python
3 28 (42.42%) CSS
3 28 (42.42%) SQL
3 28 (42.42%) HTML
3 28 (42.42%) HTML5
4 27 (40.91%) C#
5 26 (39.39%) SQL Server
6 25 (37.88%) Microsoft
7 23 (34.85%) OOP
8 22 (33.33%) Problem-Solving
9 21 (31.82%) Java
10 20 (30.30%) Oracle
11 19 (28.79%) OO
11 19 (28.79%) Degree
12 17 (25.76%) Java SE
12 17 (25.76%) CIW
12 17 (25.76%) Finance
12 17 (25.76%) OCP
12 17 (25.76%) OCA
12 17 (25.76%) Oracle Certification
12 17 (25.76%) CSS3
12 17 (25.76%) Azure
12 17 (25.76%) Functional Programming
13 16 (24.24%) Analytics
13 16 (24.24%) Software Engineering
14 15 (22.73%) AngularJS
14 15 (22.73%) Algorithms
14 15 (22.73%) Test Automation
15 14 (21.21%) Analytical Skills

Data Structures
Co-occurring IT Skills in Manchester by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 5 (7.58%) Elasticsearch
2 3 (4.55%) JBoss
2 3 (4.55%) WebLogic
3 1 (1.52%) Apache
3 1 (1.52%) Apache Spark
3 1 (1.52%) BizTalk Server
Applications
1 3 (4.55%) Microsoft Excel
2 1 (1.52%) Microsoft Office
Business Applications
1 2 (3.03%) Elite 3E
1 2 (3.03%) SAP S/4HANA
1 2 (3.03%) thinkFolio
2 1 (1.52%) Dynamics CRM
Cloud Services
1 17 (25.76%) Azure
2 7 (10.61%) AWS
3 6 (9.09%) Azure Cosmos DB
3 6 (9.09%) Snowflake
4 5 (7.58%) Matillion
4 5 (7.58%) npm
5 4 (6.06%) Power Platform
6 1 (1.52%) Azure Functions
6 1 (1.52%) Azure Logic Apps
6 1 (1.52%) Azure Service Bus
6 1 (1.52%) Dynamics 365
6 1 (1.52%) GitHub
6 1 (1.52%) Serverless
Communications & Networking
1 6 (9.09%) Internet
Database & Business Intelligence
1 26 (39.39%) SQL Server
2 8 (12.12%) Data Warehouse
3 7 (10.61%) SQL Server Integration Services
4 5 (7.58%) Data Lake
4 5 (7.58%) Star Schema
5 4 (6.06%) Power BI
6 2 (3.03%) Metadata
6 2 (3.03%) MySQL
6 2 (3.03%) SAP Data Services
6 2 (3.03%) SAP HANA
7 1 (1.52%) Big Data
7 1 (1.52%) DB2
7 1 (1.52%) Hadoop
7 1 (1.52%) NoSQL
7 1 (1.52%) Power Query
7 1 (1.52%) QlikView
7 1 (1.52%) Relational Database
7 1 (1.52%) SQL Server Reporting Services
7 1 (1.52%) Tableau
Development Applications
1 9 (13.64%) Jenkins
2 8 (12.12%) CircleCI
2 8 (12.12%) Travis CI
3 5 (7.58%) GitLab
4 2 (3.03%) Git (software)
5 1 (1.52%) IBM UrbanCode
General
1 17 (25.76%) Finance
2 14 (21.21%) Analytical Skills
3 10 (15.15%) Social Skills
4 8 (12.12%) Automotive
5 7 (10.61%) Electronics
6 6 (9.09%) Manufacturing
7 4 (6.06%) Organisational Skills
8 3 (4.55%) Financial Institution
9 2 (3.03%) Front Office
9 2 (3.03%) Legal
9 2 (3.03%) Marketing
9 2 (3.03%) Public Sector
9 2 (3.03%) Telecoms
10 1 (1.52%) Local Government
10 1 (1.52%) Retail
Job Titles
1 38 (57.58%) Developer
2 17 (25.76%) Software Developer
2 17 (25.76%) Trainee
2 17 (25.76%) Trainee Developer
2 17 (25.76%) Trainee Software Developer
3 11 (16.67%) Data Engineer
4 9 (13.64%) Software Engineer
5 7 (10.61%) Analyst
6 6 (9.09%) .NET Developer
6 6 (9.09%) React Developer
7 5 (7.58%) Front End Developer (Client-Side Developer)
7 5 (7.58%) Senior Developer
8 4 (6.06%) 2nd Line Support
8 4 (6.06%) 2nd Line Support Analyst
8 4 (6.06%) Applications Support
8 4 (6.06%) Applications Support Analyst
8 4 (6.06%) Senior Software Engineer
8 4 (6.06%) Support Analyst
9 3 (4.55%) SQL Developer
9 3 (4.55%) Systems Developer
Libraries, Frameworks & Software Standards
1 28 (42.42%) CSS
1 28 (42.42%) HTML
1 28 (42.42%) HTML5
2 17 (25.76%) CSS3
2 17 (25.76%) Java SE
3 15 (22.73%) AngularJS
4 13 (19.70%) React
5 8 (12.12%) .NET
5 8 (12.12%) OpenCV
6 7 (10.61%) ASP.NET
7 6 (9.09%) .NET Core
7 6 (9.09%) .NET Framework
7 6 (9.09%) ASP.NET Web API
7 6 (9.09%) Entity Framework
7 6 (9.09%) Node.js
7 6 (9.09%) OpenFin
7 6 (9.09%) Vue.js
8 5 (7.58%) RESTful
9 4 (6.06%) Web Services
9 4 (6.06%) XML
Miscellaneous
1 15 (22.73%) Algorithms
2 9 (13.64%) Self-Motivation
3 5 (7.58%) IoT
3 5 (7.58%) Smartphone
3 5 (7.58%) User Experience
4 3 (4.55%) Cloud Native
5 2 (3.03%) Foreign Exchange (FX)
5 2 (3.03%) Greenfield Project
6 1 (1.52%) Mainframe
6 1 (1.52%) Management Information System
6 1 (1.52%) NHS
Operating Systems
1 10 (15.15%) Linux
2 8 (12.12%) Windows
3 1 (1.52%) Unix
Processes & Methodologies
1 23 (34.85%) OOP
2 22 (33.33%) Problem-Solving
3 19 (28.79%) OO
4 17 (25.76%) Functional Programming
5 16 (24.24%) Analytics
5 16 (24.24%) Software Engineering
6 15 (22.73%) Test Automation
7 14 (21.21%) ETL
8 13 (19.70%) Agile
9 12 (18.18%) CI/CD
9 12 (18.18%) Data Integration
10 11 (16.67%) Data Modelling
11 10 (15.15%) Computer Science
11 10 (15.15%) Data Engineering
12 9 (13.64%) Collaborative Working
12 9 (13.64%) Data Pipeline
12 9 (13.64%) Mathematics
12 9 (13.64%) Physics
13 8 (12.12%) Cross-Platform Development
13 8 (12.12%) Use Case
Programming Languages
1 33 (50.00%) JavaScript
2 32 (48.48%) Python
3 28 (42.42%) SQL
4 27 (40.91%) C#
5 21 (31.82%) Java
6 9 (13.64%) C++
7 8 (12.12%) MATLAB
8 7 (10.61%) TypeScript
9 6 (9.09%) T-SQL
10 2 (3.03%) VBA
11 1 (1.52%) C
11 1 (1.52%) Perl
11 1 (1.52%) Ruby
11 1 (1.52%) Shell Script
Qualifications
1 19 (28.79%) Degree
2 17 (25.76%) CIW
2 17 (25.76%) OCA
2 17 (25.76%) OCP
2 17 (25.76%) Oracle Certification
3 1 (1.52%) Computer Science Degree
Quality Assurance & Compliance
1 6 (9.09%) Data Quality
2 4 (6.06%) Accessibility
2 4 (6.06%) QA
2 4 (6.06%) SLA
System Software
1 1 (1.52%) Docker
Systems Management
1 1 (1.52%) Istio
1 1 (1.52%) Kubernetes
1 1 (1.52%) Terraform
Vendors
1 25 (37.88%) Microsoft
2 20 (30.30%) Oracle
3 4 (6.06%) RedGate
3 4 (6.06%) SAP
4 2 (3.03%) Alteryx
5 1 (1.52%) Teradata